{"id":"W2966865900","doi":"10.1080/10749357.2019.1645440","title":"Very early cognitive screening and return to work after stroke","year":2019,"lang":"en","type":"article","venue":"Topics in Stroke Rehabilitation","topic":"Stroke Rehabilitation and Recovery","field":"Medicine","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Stroke (engine); Cognition; Montreal Cognitive Assessment; Logistic regression; Medicine; Physical therapy; Rehabilitation; Physical medicine and rehabilitation; Psychology; Cognitive impairment; Psychiatry; Internal medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003020826,0.0001741319,0.0003474415,0.0004196284,0.00003033606,0.00003322345,0.00004663862,0.0001596314,0.0001513506],"category_scores_gemma":[0.000913638,0.0001655514,0.0001328498,0.0003151029,0.0000933544,0.0001884055,0.00004993937,0.0002987216,0.00008186395],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001191561,"about_ca_system_score_gemma":0.00004439921,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003336026,"about_ca_topic_score_gemma":0.00001493844,"domain_scores_codex":[0.9984792,0.0001050904,0.0003815253,0.000428053,0.0003295446,0.0002765356],"domain_scores_gemma":[0.9983087,0.001062388,0.00006016426,0.0002483773,0.000166432,0.0001539176],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0008955297,0.00008246446,0.9706272,0.0001677839,0.00002619397,0.000004891944,0.003900612,0.000009315573,0.0004943204,0.0001117147,0.00004067581,0.02363927],"study_design_scores_gemma":[0.00178527,0.001193374,0.991423,0.000564049,0.00003225639,0.000003622699,0.003113358,0.00004622517,0.0001363637,0.0001108582,0.001425097,0.0001665725],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9929594,0.0003493394,0.0002954407,0.002056525,0.0003732486,0.001236079,0.00002235501,0.00004621474,0.002661396],"genre_scores_gemma":[0.9823823,0.00001252894,0.01187438,0.0003784686,0.0001537144,0.0001099007,0.0000105626,0.00002276053,0.005055389],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0234727,"threshold_uncertainty_score":0.6750991,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01012647177127688,"score_gpt":0.2724255452455272,"score_spread":0.2622990734742503,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}